Deliveries Profile after Data Preprocessing

Dataset statistics

Number of variables	21
Number of observations	164750
Missing cells	472018
Missing cells (%)	13.6%
Duplicate rows	5
Duplicate rows (%)	< 0.1%
Total size in memory	87.0 MiB
Average record size in memory	553.7 B

Variable types

NUM	10
CAT	10
BOOL	1

Reproduction

Analysis started	2023-01-01 00:47:27.832291
Analysis finished	2023-01-01 00:47:53.426356
Duration	25.59 seconds
Version	pandas-profiling v2.7.1
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Dataset has 5 (< 0.1%) duplicate rows	Duplicates
`batsman` has a high cardinality: 488 distinct values	High cardinality
`non_striker` has a high cardinality: 484 distinct values	High cardinality
`bowler` has a high cardinality: 378 distinct values	High cardinality
`player_dismissed` has a high cardinality: 464 distinct values	High cardinality
`fielder` has a high cardinality: 476 distinct values	High cardinality
`total_runs` is highly correlated with `batsman_runs`	High correlation
`batsman_runs` is highly correlated with `total_runs`	High correlation
`player_dismissed` has 156593 (95.0%) missing values	Missing
`dismissal_kind` has 156593 (95.0%) missing values	Missing
`fielder` has 158832 (96.4%) missing values	Missing
`bye_runs` is highly skewed (γ1 = 30.0515634)	Skewed
`noball_runs` is highly skewed (γ1 = 24.97400437)	Skewed
`wide_runs` has 159739 (97.0%) zeros	Zeros
`bye_runs` has 164302 (99.7%) zeros	Zeros
`legbye_runs` has 161989 (98.3%) zeros	Zeros
`noball_runs` has 164093 (99.6%) zeros	Zeros
`batsman_runs` has 65904 (40.0%) zeros	Zeros
`extra_runs` has 155872 (94.6%) zeros	Zeros
`total_runs` has 58061 (35.2%) zeros	Zeros

match_id
Real number (ℝ_≥0)

Distinct count	696
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	977.9517572078908
Minimum	1
Maximum	7953
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	1
5-th percentile	35
Q1	175
median	349
Q3	521
95-th percentile	7919
Maximum	7953
Range	7952
Interquartile range (IQR)	346

Descriptive statistics

Standard deviation	2147.671843
Coefficient of variation (CV)	2.196091808
Kurtosis	6.501191032
Mean	977.9517572
Median Absolute Deviation (MAD)	173
Skewness	2.901470981
Sum	161117552
Variance	4612494.344

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
126	267	0.2%
34	263	0.2%
476	262	0.2%
534	262	0.2%
388	261	0.2%
190	259	0.2%
570	259	0.2%
536	258	0.2%
401	258	0.2%
257	257	0.2%
Other values (686)	162144	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	248	0.2%
2	247	0.1%
3	218	0.1%
4	247	0.1%
5	248	0.2%

Value	Count	Frequency (%)
7953	241	0.1%
7952	245	0.1%
7951	247	0.1%
7950	247	0.1%
7949	247	0.1%

inning
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

1	85409
2	79260
3	43
4	38

Value	Count	Frequency (%)
1	85409	51.8%
2	79260	48.1%
3	43	< 0.1%
4	38	< 0.1%

Length

Max length	1
Mean length	1
Min length	1

Value	Count	Frequency (%)
Decimal_Number	4	100.0%

Value	Count	Frequency (%)
Common	4	100.0%

Value	Count	Frequency (%)
ASCII	4	100.0%

batting_team
Categorical

Distinct count	13
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Mumbai Indians	20673
Royal Challengers Bangalore	19300
Kings XI Punjab	19211
Kolkata Knight Riders	19155
Delhi Daredevils	18786
Other values (8)	67625

Value	Count	Frequency (%)
Mumbai Indians	20673	12.5%
Royal Challengers Bangalore	19300	11.7%
Kings XI Punjab	19211	11.7%
Kolkata Knight Riders	19155	11.6%
Delhi Daredevils	18786	11.4%
Chennai Super Kings	17711	10.8%
Rajasthan Royals	15677	9.5%
Sunrisers Hyderabad	11132	6.8%
Deccan Chargers	9034	5.5%
Pune Warriors	5443	3.3%
Other values (3)	8628	5.2%

Length

Max length	27
Mean length	17.99498634
Min length	13

Value	Count	Frequency (%)
Lowercase_Letter	21	56.8%
Uppercase_Letter	15	40.5%
Space_Separator	1	2.7%

Value	Count	Frequency (%)
Latin	36	97.3%
Common	1	2.7%

Value	Count	Frequency (%)
ASCII	37	100.0%

bowling_team
Categorical

Distinct count	13
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Mumbai Indians	20573
Royal Challengers Bangalore	19627
Kolkata Knight Riders	19290
Kings XI Punjab	19055
Delhi Daredevils	18725
Other values (8)	67480

Value	Count	Frequency (%)
Mumbai Indians	20573	12.5%
Royal Challengers Bangalore	19627	11.9%
Kolkata Knight Riders	19290	11.7%
Kings XI Punjab	19055	11.6%
Delhi Daredevils	18725	11.4%
Chennai Super Kings	17533	10.6%
Rajasthan Royals	15813	9.6%
Sunrisers Hyderabad	10936	6.6%
Deccan Chargers	9039	5.5%
Pune Warriors	5457	3.3%
Other values (3)	8702	5.3%

Length

Max length	27
Mean length	18.01981791
Min length	13

Value	Count	Frequency (%)
Lowercase_Letter	21	56.8%
Uppercase_Letter	15	40.5%
Space_Separator	1	2.7%

Value	Count	Frequency (%)
Latin	36	97.3%
Common	1	2.7%

Value	Count	Frequency (%)
ASCII	37	100.0%

over
Real number (ℝ_≥0)

Distinct count	20
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.151878603945372
Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	10
Q3	15
95-th percentile	19
Maximum	20
Range	19
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.675665868
Coefficient of variation (CV)	0.5590754273
Kurtosis	-1.18230573
Mean	10.1518786
Median Absolute Deviation (MAD)	5
Skewness	0.05167105171
Sum	1672522
Variance	32.21318305

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	8837	5.4%
2	8763	5.3%
3	8672	5.3%
4	8644	5.2%
5	8612	5.2%
6	8607	5.2%
7	8561	5.2%
8	8528	5.2%
9	8510	5.2%
10	8450	5.1%
Other values (10)	78566	47.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8837	5.4%
2	8763	5.3%
3	8672	5.3%
4	8644	5.2%
5	8612	5.2%

Value	Count	Frequency (%)
20	6186	3.8%
19	7197	4.4%
18	7692	4.7%
17	7941	4.8%
16	8040	4.9%

ball
Real number (ℝ_≥0)

Distinct count	9
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.6162427921092566
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.807397715
Coefficient of variation (CV)	0.4997998804
Kurtosis	-1.082362006
Mean	3.616242792
Median Absolute Deviation (MAD)	2
Skewness	0.09647601544
Sum	595776
Variance	3.266686501

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	26715	16.2%
2	26640	16.2%
3	26567	16.1%
4	26504	16.1%
5	26419	16.0%
6	26328	16.0%
7	4728	2.9%
8	736	0.4%
9	113	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	26715	16.2%
2	26640	16.2%
3	26567	16.1%
4	26504	16.1%
5	26419	16.0%

Value	Count	Frequency (%)
9	113	0.1%
8	736	0.4%
7	4728	2.9%
6	26328	16.0%
5	26419	16.0%

batsman
Categorical

HIGH CARDINALITY

Distinct count	488
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

V Kohli	3879
SK Raina	3723
G Gambhir	3524
RG Sharma	3497
S Dhawan	3384
Other values (483)	146743

Value	Count	Frequency (%)
V Kohli	3879	2.4%
SK Raina	3723	2.3%
G Gambhir	3524	2.1%
RG Sharma	3497	2.1%
S Dhawan	3384	2.1%
RV Uthappa	3234	2.0%
MS Dhoni	3001	1.8%
AM Rahane	2925	1.8%
DA Warner	2902	1.8%
CH Gayle	2793	1.7%
Other values (478)	131888	80.1%

Length

Max length	20
Mean length	9.361317147
Min length	5

Value	Count	Frequency (%)
Uppercase_Letter	26	48.1%
Lowercase_Letter	26	48.1%
Space_Separator	1	1.9%
Dash_Punctuation	1	1.9%

Value	Count	Frequency (%)
Latin	52	96.3%
Common	2	3.7%

Value	Count	Frequency (%)
ASCII	54	100.0%

non_striker
Categorical

HIGH CARDINALITY

Distinct count	484
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

SK Raina	3832
G Gambhir	3740
V Kohli	3705
S Dhawan	3650
RG Sharma	3540
Other values (479)	146283

Value	Count	Frequency (%)
SK Raina	3832	2.3%
G Gambhir	3740	2.3%
V Kohli	3705	2.2%
S Dhawan	3650	2.2%
RG Sharma	3540	2.1%
AM Rahane	3192	1.9%
RV Uthappa	3125	1.9%
CH Gayle	2714	1.6%
MS Dhoni	2712	1.6%
KD Karthik	2709	1.6%
Other values (474)	131831	80.0%

Length

Max length	20
Mean length	9.362324734
Min length	5

Value	Count	Frequency (%)
Uppercase_Letter	26	48.1%
Lowercase_Letter	26	48.1%
Space_Separator	1	1.9%
Dash_Punctuation	1	1.9%

Value	Count	Frequency (%)
Latin	52	96.3%
Common	2	3.7%

Value	Count	Frequency (%)
ASCII	54	100.0%

bowler
Categorical

HIGH CARDINALITY

Distinct count	378
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Harbhajan Singh	3182
A Mishra	2929
PP Chawla	2890
SL Malinga	2694
R Ashwin	2673
Other values (373)	150382

Value	Count	Frequency (%)
Harbhajan Singh	3182	1.9%
A Mishra	2929	1.8%
PP Chawla	2890	1.8%
SL Malinga	2694	1.6%
R Ashwin	2673	1.6%
P Kumar	2637	1.6%
DJ Bravo	2448	1.5%
UT Yadav	2366	1.4%
B Kumar	2340	1.4%
SP Narine	2327	1.4%
Other values (368)	138264	83.9%

Length

Max length	17
Mean length	9.486179059
Min length	5

Value	Count	Frequency (%)
Lowercase_Letter	26	47.3%
Uppercase_Letter	24	43.6%
Space_Separator	1	1.8%
Dash_Punctuation	1	1.8%
Open_Punctuation	1	1.8%
Decimal_Number	1	1.8%
Close_Punctuation	1	1.8%

Value	Count	Frequency (%)
Latin	50	90.9%
Common	5	9.1%

Value	Count	Frequency (%)
ASCII	55	100.0%

is_super_over
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

0	164669
1	81

Frequency Table

Value	Count	Frequency (%)
0	164669	> 99.9%
1	81	< 0.1%

wide_runs
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03718361153262519
Minimum	0
Maximum	5
Zeros	159739
Zeros (%)	97.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2540868115
Coefficient of variation (CV)	6.833301044
Kurtosis	190.261922
Mean	0.03718361153
Median Absolute Deviation (MAD)	0
Skewness	11.65335186
Sum	6126
Variance	0.06456010777

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	159739	97.0%
1	4546	2.8%
2	219	0.1%
5	200	0.1%
3	42	< 0.1%
4	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	159739	97.0%
1	4546	2.8%
2	219	0.1%
3	42	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
5	200	0.1%
4	4	< 0.1%
3	42	< 0.1%
2	219	0.1%
1	4546	2.8%

bye_runs
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004898330804248862
Minimum	0
Maximum	4
Zeros	164302
Zeros (%)	99.7%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1150063737
Coefficient of variation (CV)	23.47868658
Kurtosis	991.9717646
Mean	0.004898330804
Median Absolute Deviation (MAD)	0
Skewness	30.0515634
Sum	807
Variance	0.013226466

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	164302	99.7%
1	309	0.2%
4	109	0.1%
2	28	< 0.1%
3	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	164302	99.7%
1	309	0.2%
2	28	< 0.1%
3	2	< 0.1%
4	109	0.1%

Value	Count	Frequency (%)
4	109	0.1%
3	2	< 0.1%
2	28	< 0.1%
1	309	0.2%
0	164302	99.7%

legbye_runs
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.021547799696509863
Minimum	0
Maximum	5
Zeros	161989
Zeros (%)	98.3%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1964100243
Coefficient of variation (CV)	9.115084931
Kurtosis	237.683774
Mean	0.0215477997
Median Absolute Deviation (MAD)	0
Skewness	13.63127607
Sum	3550
Variance	0.03857689765

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	161989	98.3%
1	2408	1.5%
4	204	0.1%
2	129	0.1%
3	16	< 0.1%
5	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	161989	98.3%
1	2408	1.5%
2	129	0.1%
3	16	< 0.1%
4	204	0.1%

Value	Count	Frequency (%)
5	4	< 0.1%
4	204	0.1%
3	16	< 0.1%
2	129	0.1%
1	2408	1.5%

noball_runs
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004200303490136571
Minimum	0
Maximum	5
Zeros	164093
Zeros (%)	99.6%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.07111078137
Coefficient of variation (CV)	16.92991507
Kurtosis	1086.84229
Mean	0.00420030349
Median Absolute Deviation (MAD)	0
Skewness	24.97400437
Sum	692
Variance	0.005056743227

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	164093	99.6%
1	641	0.4%
2	9	< 0.1%
5	6	< 0.1%
3	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	164093	99.6%
1	641	0.4%
2	9	< 0.1%
3	1	< 0.1%
5	6	< 0.1%

Value	Count	Frequency (%)
5	6	< 0.1%
3	1	< 0.1%
2	9	< 0.1%
1	641	0.4%
0	164093	99.6%

penalty_runs
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

0	164748
5	2

Value	Count	Frequency (%)
0	164748	> 99.9%
5	2	< 0.1%

Length

Max length	1
Mean length	1
Min length	1

Value	Count	Frequency (%)
Decimal_Number	2	100.0%

Value	Count	Frequency (%)
Common	2	100.0%

Value	Count	Frequency (%)
ASCII	2	100.0%

batsman_runs
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	8
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.237238239757208
Minimum	0
Maximum	7
Zeros	65904
Zeros (%)	40.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	4
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.60351116
Coefficient of variation (CV)	1.296040737
Kurtosis	1.65714855
Mean	1.23723824
Median Absolute Deviation (MAD)	1
Skewness	1.588431135
Sum	203835
Variance	2.57124804

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	65904	40.0%
1	61580	37.4%
4	18707	11.4%
2	10560	6.4%
6	7392	4.5%
3	543	0.3%
5	61	< 0.1%
7	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65904	40.0%
1	61580	37.4%
2	10560	6.4%
3	543	0.3%
4	18707	11.4%

Value	Count	Frequency (%)
7	3	< 0.1%
6	7392	4.5%
5	61	< 0.1%
4	18707	11.4%
3	543	0.3%

extra_runs
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0678907435508346
Minimum	0
Maximum	7
Zeros	155872
Zeros (%)	94.6%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3451441709
Coefficient of variation (CV)	5.083817805
Kurtosis	90.58208075
Mean	0.06789074355
Median Absolute Deviation (MAD)	0
Skewness	8.205429887
Sum	11185
Variance	0.1191244987

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	155872	94.6%
1	7904	4.8%
2	384	0.2%
4	317	0.2%
5	211	0.1%
3	61	< 0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	155872	94.6%
1	7904	4.8%
2	384	0.2%
3	61	< 0.1%
4	317	0.2%

Value	Count	Frequency (%)
7	1	< 0.1%
5	211	0.1%
4	317	0.2%
3	61	< 0.1%
2	384	0.2%

total_runs
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.3051289833080424
Minimum	0
Maximum	10
Zeros	58061
Zeros (%)	35.2%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	4
Maximum	10
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.596254558
Coefficient of variation (CV)	1.223062684
Kurtosis	1.626415024
Mean	1.305128983
Median Absolute Deviation (MAD)	1
Skewness	1.558685952
Sum	215020
Variance	2.548028613

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	67672	41.1%
0	58061	35.2%
4	18914	11.5%
2	11696	7.1%
6	7360	4.5%
3	643	0.4%
5	333	0.2%
7	38	< 0.1%
8	25	< 0.1%
10	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	58061	35.2%
1	67672	41.1%
2	11696	7.1%
3	643	0.4%
4	18914	11.5%

Value	Count	Frequency (%)
10	8	< 0.1%
8	25	< 0.1%
7	38	< 0.1%
6	7360	4.5%
5	333	0.2%

player_dismissed
Categorical

HIGH CARDINALITY
MISSING

Distinct count	464
Unique (%)	5.7%
Missing	156593
Missing (%)	95.0%
Memory size	1.3 MiB

SK Raina	146
RV Uthappa	144
RG Sharma	141
G Gambhir	136
V Kohli	129
Other values (459)	7461

Value	Count	Frequency (%)
SK Raina	146	0.1%
RV Uthappa	144	0.1%
RG Sharma	141	0.1%
G Gambhir	136	0.1%
V Kohli	129	0.1%
KD Karthik	127	0.1%
S Dhawan	123	0.1%
PA Patel	112	0.1%
Yuvraj Singh	107	0.1%
YK Pathan	107	0.1%
Other values (454)	6885	4.2%
(Missing)	156593	95.0%

Length

Max length	20
Mean length	3.316698027
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	26	48.1%
Uppercase_Letter	26	48.1%
Space_Separator	1	1.9%
Dash_Punctuation	1	1.9%

Value	Count	Frequency (%)
Latin	52	96.3%
Common	2	3.7%

Value	Count	Frequency (%)
ASCII	54	100.0%

dismissal_kind
Categorical

MISSING

Distinct count	9
Unique (%)	0.1%
Missing	156593
Missing (%)	95.0%
Memory size	1.3 MiB

caught	4861
bowled	1495
run out	813
lbw	494
stumped	262
Other values (4)	232

Value	Count	Frequency (%)
caught	4861	3.0%
bowled	1495	0.9%
run out	813	0.5%
lbw	494	0.3%
stumped	262	0.2%
caught and bowled	211	0.1%
retired hurt	11	< 0.1%
hit wicket	9	< 0.1%
obstructing the field	1	< 0.1%
(Missing)	156593	95.0%

Length

Max length	21
Mean length	3.160861912
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	20	95.2%
Space_Separator	1	4.8%

Value	Count	Frequency (%)
Latin	20	95.2%
Common	1	4.8%

Value	Count	Frequency (%)
ASCII	21	100.0%

fielder
Categorical

HIGH CARDINALITY
MISSING

Distinct count	476
Unique (%)	8.0%
Missing	158832
Missing (%)	96.4%
Memory size	1.3 MiB

KD Karthik	145
MS Dhoni	142
RV Uthappa	120
AB de Villiers	108
SK Raina	107
Other values (471)	5296

Value	Count	Frequency (%)
KD Karthik	145	0.1%
MS Dhoni	142	0.1%
RV Uthappa	120	0.1%
AB de Villiers	108	0.1%
SK Raina	107	0.1%
PA Patel	88	0.1%
RG Sharma	87	0.1%
V Kohli	84	0.1%
NV Ojha	82	< 0.1%
WP Saha	78	< 0.1%
Other values (466)	4877	3.0%
(Missing)	158832	96.4%

Length

Max length	21
Mean length	3.233414264
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	26	47.3%
Uppercase_Letter	25	45.5%
Space_Separator	1	1.8%
Open_Punctuation	1	1.8%
Close_Punctuation	1	1.8%
Dash_Punctuation	1	1.8%

Value	Count	Frequency (%)
Latin	51	92.7%
Common	4	7.3%

Value	Count	Frequency (%)
ASCII	55	100.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	match_id	inning	batting_team	bowling_team	over	ball	batsman	non_striker	bowler	wide_runs	legbye_runs	noball_runs	batsman_runs	extra_runs	total_runs	player_dismissed	dismissal_kind	fielder
0	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	1	DA Warner	S Dhawan	TS Mills	0	0	0	0	0	0	NaN	NaN	NaN
1	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	2	DA Warner	S Dhawan	TS Mills	0	0	0	0	0	0	NaN	NaN	NaN
2	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	3	DA Warner	S Dhawan	TS Mills	0	0	0	4	0	4	NaN	NaN	NaN
3	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	4	DA Warner	S Dhawan	TS Mills	0	0	0	0	0	0	NaN	NaN	NaN
4	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	5	DA Warner	S Dhawan	TS Mills	2	0	0	0	2	2	NaN	NaN	NaN
5	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	6	S Dhawan	DA Warner	TS Mills	0	0	0	0	0	0	NaN	NaN	NaN
6	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	1	7	S Dhawan	DA Warner	TS Mills	0	1	0	0	1	1	NaN	NaN	NaN
7	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	2	1	S Dhawan	DA Warner	A Choudhary	0	0	0	1	0	1	NaN	NaN	NaN
8	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	2	2	DA Warner	S Dhawan	A Choudhary	0	0	0	4	0	4	NaN	NaN	NaN
9	1	1	Sunrisers Hyderabad	Royal Challengers Bangalore	2	3	DA Warner	S Dhawan	A Choudhary	0	0	1	0	1	1	NaN	NaN	NaN

Last rows

	match_id	inning	batting_team	bowling_team	over	ball	batsman	non_striker	bowler	batsman_runs	total_runs	player_dismissed	dismissal_kind	fielder
164740	7953	2	Chennai Super Kings	Sunrisers Hyderabad	17	6	SR Watson	AT Rayudu	Rashid Khan	4	4	NaN	NaN	NaN
164741	7953	2	Chennai Super Kings	Sunrisers Hyderabad	18	1	AT Rayudu	SR Watson	S Kaul	1	1	NaN	NaN	NaN
164742	7953	2	Chennai Super Kings	Sunrisers Hyderabad	18	2	SR Watson	AT Rayudu	S Kaul	1	1	NaN	NaN	NaN
164743	7953	2	Chennai Super Kings	Sunrisers Hyderabad	18	3	AT Rayudu	SR Watson	S Kaul	1	1	NaN	NaN	NaN
164744	7953	2	Chennai Super Kings	Sunrisers Hyderabad	18	4	SR Watson	AT Rayudu	S Kaul	4	4	NaN	NaN	NaN
164745	7953	2	Chennai Super Kings	Sunrisers Hyderabad	18	5	SR Watson	AT Rayudu	S Kaul	4	4	NaN	NaN	NaN
164746	7953	2	Chennai Super Kings	Sunrisers Hyderabad	18	6	SR Watson	AT Rayudu	S Kaul	0	0	NaN	NaN	NaN
164747	7953	2	Chennai Super Kings	Sunrisers Hyderabad	19	1	AT Rayudu	SR Watson	CR Brathwaite	0	0	NaN	NaN	NaN
164748	7953	2	Chennai Super Kings	Sunrisers Hyderabad	19	2	AT Rayudu	SR Watson	CR Brathwaite	0	0	NaN	NaN	NaN
164749	7953	2	Chennai Super Kings	Sunrisers Hyderabad	19	3	AT Rayudu	SR Watson	CR Brathwaite	4	4	NaN	NaN	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows